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Cohort 2610 · Advanced Track · Dental OS Backbone · Webinar Fri Oct 16 · 2 PM EST · Applications due Sat Oct 18 · 11:59 PM EST

Build the production backbone that runs the entire Dental OS.

For engineers, grad students, and technical builders who want to ship real production systems, not prototypes. In Cohort 2610 the Advanced pod builds the backbone that connects all four Standard Track agents into one unified Dental Operating System: multi-tenant Supabase schema, clinical knowledge RAG, PMS integrations, auth, observability, and the deploy pipeline. Same 12 weeks, deeper stack, paid teaching role after graduation.

Starts: Saturday, October 24, 2026 Demo Day: Saturday, January 10, 2027 Meets: Saturdays 2:00 PM to 3:30 PM EST Deposit: $500 · fully refunded on completion

Advanced Track at a Glance

Length12 weeks
Weekly SessionSat · 2:00-3:30 PM EST
Time Commitment12-15 hrs/week
Enrollment Deposit$500 · refunded on completion
Cohort Size~8 fellows
StackLangGraph · Pinecone · Supabase
DeploymentProduction-grade · HIPAA-aware
Post-Grad RolePaid teaching + Co-Builder
Standard vs Advanced

Which track fits you?

Both tracks build real AI Agents for real dental clinics in Cohort 2610. The difference is what you already know coming in, and how deep the stack goes. In this cohort, Standard pods ship the user-facing agents. Advanced pods ship the production backbone those agents plug into.

Standard Track

For AI builders getting started

If you're new to AI, workflows, and shipping products.

  • Meets: Saturdays 12:00-1:30 PM EST
  • Primary stack: n8n workflows + Claude APIs + Pinecone
  • Time: 8-12 hrs/week
  • What you build: One of the 4 user-facing dental agents (Patient Intake, Hygiene Recall, HireWise Dental, Revenue Intelligence)
  • Weeks 1-2: Setup, prompting, rubric design, first workflow
  • Deployment: Managed deploy via MW's agent subdomain infrastructure
  • Cohort size: ~20 fellows across 4 pods of 5-6
  • Best for: Students, career switchers, first-time AI builders
Advanced Track

For engineers and grad students

If you already code and want to ship the backbone, not just a workflow.

  • Meets: Saturdays 2:00-3:30 PM EST (Trisha teaches live)
  • Stack: LangGraph (Python) · Pinecone · Supabase · Next.js · Vercel · MCP servers
  • Time: 12-15 hrs/week
  • What you build: The Dental OS backbone that connects all 4 Standard agents into one unified system
  • Weeks 1-2: Skip the intro. Scope the architecture with Trisha and the Valixon team.
  • Weeks 5-10: Multi-tenant schema, clinical knowledge RAG, PMS integrations, CI/CD, observability
  • Deployment: Real production. CI/CD. Monitoring. HIPAA-aware patterns.
  • Cohort size: ~8 fellows across 1-2 small pods
  • Post-grad: Paid part-time teaching + Co-Builder role on the backbone you built
  • Best for: Grad students, working engineers, technical builders with Python or TypeScript production experience
Advanced Curriculum

Six technical modules. One production backbone.

6 core technical modules across 12 weeks. Every module ships working code into the Dental OS backbone that the Standard pods' agents plug into. No hand-waving on architecture. No lecture series. Every two weeks you ship a module into production and the Standard pods start using it.

Module 1 · Weeks 1-2

Dental OS Architecture + LangGraph Scaffold

Scope the end-to-end architecture of the Dental OS with Trisha and the Valixon team. Set up the LangGraph monorepo, decide the agent-to-agent protocol, and get a hello-world agent running against Supabase. By end of Week 2, Standard pods can call your API.

Stack: uv, langgraph, pydantic, Supabase CLI, GitHub Actions
Module 2 · Weeks 3-4

Multi-tenant Patient Data Layer

Design and ship the multi-tenant Supabase schema that every Dental OS agent reads and writes. Row-level security per clinic, auth with Supabase Auth, RBAC for front desk vs clinician vs owner roles, HIPAA-aware patterns on PII fields.

Stack: Supabase (Postgres + Auth + RLS), Prisma or direct SQL, Zod schemas, HIPAA checklist
Module 3 · Weeks 5-6

Clinical Knowledge RAG

Build the vector-based knowledge layer over clinical protocols, insurance payer rules, CDT dental procedure codes, and per-clinic SOPs. Hybrid search (vector + keyword), chunking strategies for medical documents, freshness handling for insurance rule changes.

Stack: Pinecone, OpenAI embeddings, Anthropic Claude Sonnet, hybrid search, re-ranking
Module 4 · Weeks 7-8

PMS Integrations + MCP Servers

Build the custom MCP (Model Context Protocol) servers that let any Dental OS agent read from the three major dental practice management systems: Open Dental, Dentrix, Eaglesoft. Normalize the schemas, handle the quirks, expose one clean interface to the agents.

Stack: Model Context Protocol SDK, Open Dental APIs, Dentrix bridge, Eaglesoft webhooks
Module 5 · Weeks 9-10

Evals + Observability + Cost Control

Ship a real eval harness with golden datasets per agent, automated scoring, model routing (Haiku for classify, Sonnet for generate), regression checks on every deploy. Full observability stack: Logfire traces, per-request cost tracking, alerting on prod errors.

Stack: LangSmith or Braintrust, Logfire, OpenTelemetry, cost dashboard, pytest regression suite
Module 6 · Weeks 11-12

Hardening + Launch + Clinic Handoff

Rate limiting, auth hardening, prompt injection defense, PII redaction, backup + restore, SOC2-lite checklist. First real clinic onboarded onto the full Dental OS stack. Full production readiness review before Demo Day on January 10, 2027.

Stack: rate limiters, secret management, adversarial testing, backup automation, launch checklist
What You'll Ship

Three artifacts you can show recruiters, LPs, or your next client.

Not tutorials. Not demos. Three real artifacts you can point future employers, clients, and investors at. All public (within client NDA constraints) and all referenceable.

01

A production Dental OS backbone

Live backend running against a real Valixon-network clinic. Multi-tenant schema, clinical knowledge RAG, PMS integrations, deployed with real cost tracking and real error handling. Deployed by you, maintained by you.

02

An open-source eval + MCP framework

Public GitHub repo with your golden dataset, scoring code, reproducible benchmarks for the agents on the Dental OS, plus the custom MCP servers for Open Dental, Dentrix, Eaglesoft. Demonstrable proof you understand production quality.

03

A technical architecture writeup

Blog-post length architecture document explaining the Dental OS design decisions, trade-offs, and lessons learned. Publishable on your personal site, co-published on the MergeWorks engineering blog.

Perks + Distinctions

What you leave with, beyond the build

The curriculum and the build are the core. These are the compounding perks that pay dividends well after January 10, 2027.

Paid Teaching Role

Guaranteed path into a paid Cohort 2612 teaching slot

Advanced fellows who complete Cohort 2610 are first in line for one of the three paid teaching intern slots on the next cohort (10 hrs/week, stipend plus Vesting Units in the Fellowship product pool). The Advanced Track is designed to feed the next cohort's teaching bench.

Co-Builder Fast Track

Faster path to Vesting Units than Standard

Because Advanced fellows ship production code earlier, Co-Builder Vesting Units typically activate by Week 8-9 instead of Week 10-12 for Standard. Same revenue share model, same vesting gates, just a faster path to Vesting Units on the Dental OS backbone.

Trisha Live

Trisha teaches every Advanced session

Standard track runs on pre-recorded modules + teaching interns. Advanced is Trisha, live, every Saturday for 90 minutes, plus Wednesday office hours. Direct access to the founder's time, every week, for 12 weeks.

Alumni + Network

Introductions into the MergeWorks network

Standing intros into the Founders Board community (business owners at $2M+ revenue led by Roland Frasier, Ryan Deiss, Richard Lindner), MergeWorks's portfolio operators, Valixon's clinic network, and the broader MW acquisition pipeline. Access continues indefinitely.

🏆 First to Deploy Award · Cohort 2610

The first pod or solo fellow to put the Dental OS in a live clinic gets a public MergeWorks feature.

The goal of this cohort is not to study AI Agents. The goal is to ship one and get a real dental practice using it. The first pod or solo Advanced fellow to deploy to a live Valixon-network clinic receives a public MergeWorks First to Deploy Award: a dedicated spotlight on the MW platform, named Co-Builder spots on the agent going forward, a published case study on the Grow By Buying podcast network, and a signed letter from the MW managing partners.

🏆 Public MW spotlight 📝 Named Co-Builders on the backbone 🎙️ Grow By Buying case study ✉️ Signed letter from MW partners
Prior Cohort Fellows

What they took from the fellowship

Pulled directly from end-of-cohort feedback forms. Fellows across Cohorts 2602, 2604, and 2606 shipped eight production agents including HireWise, DealGuard, the MergeWorks LOI Builder (216 funding strategies), the Fundraising Agent (against 6 live LOIs), and the M&A Deal Sourcing Engine (49-node n8n workflow still running inside MergeWorks).

🏆 Pod 3 · Hiring Agent · HireWise
"I liked how open-ended the work was with just enough guidance. For the Co-Builder track, I want to continue working on my project and see it through since I enjoyed building it and working with the client. I also potentially want to be considered for a longer-term role at MergeWorks."
Harshita Narahari
Summer 2606 Cohort · Hiring Agent (HireWise) · Pod 3 · UW Bellevue
Pod 1 · Financial Due Diligence
"What I loved most was how hands-on the program was. I wasn't just learning about agents conceptually. I was actually building workflows, debugging them, changing parts of the stack when something wasn't working well, and seeing how those decisions affected a real product."
Srijan Challapalli
Summer 2606 Cohort · Financial Due Diligence Agent · Pod 1
Pod 6 · LOI Generator Agent
"In Pod 6's LOI Agent project, I worked on the n8n workflow, connecting input validation, Claude generation, document output, and logging. I'm interested in Track C because I'd like to keep building practical AI tools with a team."
Zhenzhou (Kevin) Xu
Cohort 2604 · LOI Generator Agent (shipped into MW LOI Builder) · Pod 6
Pod 2 · DealGuard · Operational DD
"I particularly enjoyed working with my specific team. All of us brought together different strengths, but above all we had good communication, which I believe to be the cornerstone of any good team."
Shiva Jaganathan
Summer 2606 Cohort · DealGuard (Operational Due Diligence) · Pod 2
Pod 3 · M&A Deal Sourcing Engine
"Even while building the M&A deal sourcing agent in the first cohort, I wanted to build upon the final product and actually push the product into production and onboard clients. Now actually having the chance to do it, I would love to be a part of it."
Krish Batra
Cohort 2602 · M&A Deal Sourcing Engine (49-node n8n workflow, still live inside MW) · Pod 3
Pod 1 · Financial DD · UW Research
"Rated the fellowship 10/10. I got to make the architecture and agent myself, from scratch. The hands-on building experience was unlike any program I've been part of."
Bradshaw Asher
Summer 2606 Cohort · Financial Due Diligence · Pod 1 · University of Washington
The Path After the Program

Fellow → Co-Builder → Spin-Out Founder

You don't leave with a résumé line. Top Advanced performers continue as paid Co-Builders on the Dental OS backbone, with a documented path to spin-out founder on the Dental OS as a standalone product.

Fellow

  • Everyone starts here
  • Learn by shipping the production backbone
  • Access to full curriculum + Trisha live weekly
  • $500 refundable deposit, full refund on completion
  • Certificate, capstone, architecture writeup

Co-Builder

  • Earned via Week-4 promotion review + Demo Day
  • Continue shipping + maintaining the Dental OS backbone
  • Contractual Vesting Units on the backbone's revenue pool (fastest-vesting units in the program)
  • 10 hrs/week minimum + paid teaching role on the next cohort
  • First dibs on the Spin-Out Founder track

Spin-Out Founder

  • Rare · the Dental OS is a strong spin-out candidate
  • Real equity in a new company spun from the backbone you built
  • MergeWorks retains platform license + a minority stake
  • Full founder-studio support (legal, finance, go-to-market)
  • Separate Spin-Out Agreement + governance
Selection Criteria

Selective. Here's who gets in.

~8 seats. We interview roughly 30-40 applicants. We accept applicants who ship demonstrable code and articulate why they want to build production AI systems specifically. Take the application seriously.

Strong signals

  • Currently in or completed a technical degree (CS, DS, EE, or similar)
  • Working software engineer, ML engineer, or data engineer
  • Ship Python or TypeScript code regularly
  • Opinions about testing, architecture, and production systems
  • Familiar with API design, async patterns, or distributed systems
  • Contributed to open source or shipped side projects
  • Alumni of a MergeWorks Standard Track cohort who ranked in top 25%

Not the right fit yet

  • New to programming (Standard Track fits better)
  • Never shipped anything end-to-end
  • Only comfortable with no-code tools
  • Cannot commit 12-15 hrs/week for 12 weeks
  • Uncomfortable working inside a real Python or TypeScript repo
  • Want to be led step-by-step vs. figure things out
Common Questions

Advanced Track FAQ

Is this a paid program?

There's a $500 enrollment deposit that is fully refunded when you complete the program (see Completion section below for exact criteria). The deposit covers your Anthropic + OpenAI credits during the cohort and filters for commitment. The Advanced Track additionally comes with a guaranteed paid teaching role on the next cohort (Cohort 2612) for fellows who complete, so Advanced is the only track with explicit paid work baked in post-graduation.

Do I still get to pick a real client?

Yes. The Advanced pod builds the Dental OS backbone against a real Valixon-network clinic. The backbone is shared by all the Standard track pods, so your work has four downstream users (the Standard agents) plus the clinic itself.

Do I need to know a specific framework?

No. We teach the framework (LangGraph primarily). You need to be comfortable writing production code in Python or TypeScript, comfortable with git, comfortable reading docs, and comfortable with Supabase or at least SQL. If those are true, you'll be fine.

How is the Co-Builder path different from Standard?

Same structure, faster path. Because Advanced fellows ship production code earlier, Co-Builder Vesting Units typically activate by Week 8-9 instead of Week 10-12. Same revenue share model, same vesting gates, just faster to real units. Advanced fellows also get a guaranteed paid teaching role on the next cohort, which Standard does not.

Can I do both tracks?

No. Pick one. If you're on the fence, err toward Standard. If you're clearly overqualified for Standard based on past builds, apply to Advanced.

How selective is this?

~8 seats. We interview ~30-40 applicants. We accept applicants who ship demonstrable code and who articulate why they want to build production AI systems specifically. Take the application seriously.

What's the interview like?

15-minute conversation covering: a project you've shipped, a technical decision you've made recently, and one open-ended AI architecture question. No LeetCode. We're looking for engineering judgment, not memorized answers.

What happens if the workload is too much?

Advanced Track is intense. If you can't sustain 12-15 hrs/week, you'll be moved to Standard Track (if space allows) or asked to withdraw. This isn't punishment. It's protection for the pod that needs you shipping.

Do I have to attend Saturday sessions live?

Yes. Advanced sessions are working sessions, not lectures. Recordings exist as backup but you're expected live. Consistent absence is grounds for removal.

Completion Contract

What counts as completing the Advanced Track

The $500 enrollment deposit is fully refunded when you complete the program. These are the exact criteria written into the fellowship contract you sign at acceptance. We define this up front so there is no ambiguity. We are not trying to keep your deposit.

Required · all 7 items

  1. Attendance. Attend the live Saturday session every week (2:00-3:30 PM EST). Miss up to 2 sessions across the 12 weeks. The 3rd miss forfeits completion. Missed sessions must be caught up via recording + a 200-word async note within 7 days.
  2. Technical module deliverables. Ship all 6 technical modules (LangGraph scaffold, multi-tenant data layer, clinical RAG, PMS integrations, evals + observability, hardening + launch) with code merged to the main repo per the curriculum.
  3. Weekly 1:1s with Trisha. Attend the weekly 1:1 office hours with Trisha. Rescheduling within the same week is fine. Skipping is not.
  4. Production deploy before Demo Day. The Dental OS backbone is deployed to production and serving at least one Standard pod's agent + one Valixon clinic by Week 11.
  5. Eval harness. At least 20 golden-dataset test cases with automated scoring on CI, running on every deploy by Week 10.
  6. Architecture writeup. Blog-post length technical architecture document explaining the Dental OS design decisions, submitted by Week 11.
  7. Capstone (Week 12). Present your capstone live to MergeWorks leadership on Demo Day, Saturday January 10, 2027. This is the final gate. No async substitution.

✅ Deposit refund + paid teaching slot

Meet all 7 criteria above. $500 deposit refunded within 14 business days of Demo Day via original payment method. First-in-line for one of the three paid teaching intern slots on Cohort 2612. Confirmation email sent from trisha@mergeworks.org.

❌ Forfeits completion

  • 3+ missed Saturday sessions (any reason)
  • Missed weekly 1:1 with Trisha without reschedule
  • Skipped or absent capstone presentation
  • 1 or more technical modules not shipped
  • Withdrawal before Week 12

Withdrawal is welcome and non-punitive. If life circumstances change and you need to leave the program, tell us early. Your work stays with MergeWorks per the confidentiality and IP terms in the fellowship contract. The deposit is not returned in the case of early withdrawal. Exceptions to any of the above are at the discretion of MW leadership and documented in writing. Serious medical, family, or personal emergencies are handled case-by-case. Contact trisha@mergeworks.org as early as you can.

Apply for the Advanced Track

Webinar Friday, October 16 · 2:00 PM EST. Applications due Saturday, October 18 · 11:59 PM EST. ~8 seats. Cohort 2610 starts Saturday, October 24, 2026.

Apply for Advanced Track · Cohort 2610

$500 refundable enrollment deposit on acceptance · fully refunded on program completion.

Not technical enough yet? Try the Standard Track on the n8n + Claude stack instead.